{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import tensorflow as tf\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from tensorflow.keras.models import load_model\n",
    "from config import imshape, model_name, n_classes\n",
    "from models import preprocess_input, dice\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "from utils import add_masks\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model(os.path.join('models', 'unet_multi.model'),\n",
    "                   custom_objects={'dice': dice})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F39149CFB70>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bgr = cv2.imread('images/0.jpg')\n",
    "Image.fromarray(img_bgr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 256, 3)\n"
     ]
    }
   ],
   "source": [
    "img = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# only predictions on black background\n",
    "tmp = np.expand_dims(img, axis=0)\n",
    "roi_pred = model.predict(tmp)\n",
    "roi_mask = roi_pred.squeeze() * 255.0\n",
    "roi_mask = add_masks(roi_mask)\n",
    "plt.imshow(roi_mask)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# remove background\n",
    "roi_mask = np.array(roi_mask, dtype=np.uint8)\n",
    "roi_mask = cv2.addWeighted(img, 1.0, roi_mask, 1.0, 0)\n",
    "plt.imshow(roi_mask)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "shapes",
   "language": "python",
   "name": "shapes"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
